Modern Infrastructure, Operational Clarity, and Confident Delivery
From cloud strategy to reliable platforms that ship at scale

I build and operate platforms leaders can trust—resilient, observable, and cost-aware. I turn complex infrastructure into repeatable systems that scale with your business.

• Platform Engineering & SRE: SLOs, golden paths, and paved‑road developer experience
• Cloud Strategy & Scale: AWS/GCP foundations, governance, and cost control
• Observability: metrics/logs/traces, executive signal, and proactive reliability
• ML/GPU Enablement: training/inference operations, capacity planning, and right‑sizing
• Delivery Automation: secure CI/CD, policy‑as‑code, and standardized release practices

• Reliability by Design: SLO programs, incident response, and operational runbooks
• Observability that Matters: OpenTelemetry, actionable dashboards, and noise reduction
• Governance with Speed: IaC, policy‑as‑code, and change safety for faster delivery
• Cost‑Aware Architectures: right‑sizing, autoscaling, and spend transparency
• Data & ML Foundations: reproducible pipelines and GPU capacity planning
• Repeatability at Scale: paved roads, templates, and platform product thinking

• Proactive Model Quality Monitoring

  • Outcome: faster incident detection; improved ML service reliability
  • Results at a glance: MTTR down; early data‑drift alerts; exec dashboards

• Executive Observability: Log Intelligence

  • Outcome: shorter triage time and measurable signal‑to‑noise improvements
  • Results at a glance: structured alerts with confidence; cost/perf tracking

• Resilient Data Platform Foundation

  • Outcome: predictable scale and uptime under node churn
  • Results at a glance: graceful degradation; consistent performance; SLOs adopted

• Healthcare Operations Platform

  • Outcome: compliant, audit‑ready workflows from referral to payment
  • Results at a glance: automated checkpoints; SLA/deadline alerts; integrated claims

• Enterprise Cloud Migration

  • Outcome: reduced risk, faster time‑to‑value, standardized operations
  • Results at a glance: IaC + automated delivery; minimal downtime; steady cadence

• Cloud Strategy & Scale (AWS, GCP)
• Container Platforms (Kubernetes, Docker)
• Observability & SLOs (OpenTelemetry, Prometheus, Grafana)
• Delivery Automation (GitHub Actions, Jenkins, GitOps)
• Data Platforms & ML/GPU Enablement
• Infrastructure as Code (Terraform, policy‑as‑code)

• Observability & Reliability: calibration (ECE/Brier), confidence‑gated alerting, risk–coverage
• ML/GPUs & Cluster Efficiency: under‑utilization detection, wait‑time risk, right‑sizing
• eBPF Telemetry: low‑overhead kernel/network insights for performance
• LLMs for Ops: schema‑strict log intelligence and cost‑aware inference

• Make it Observable: if we can’t see it, we can’t trust it
• Ship Safely, Ship Often: paved roads + policy‑as‑code
• Optimize for Outcomes: reliability, speed, and cost in balance
• Design for Day‑2: runbooks, SLOs, and clear ownership

• Email: masundeespira@gmail.com
• Phone: +1 (551) 804‑1964
• LinkedIn: linkedin.com/in/andrew-espira

The best infrastructure is invisible—until you need it to do something incredible.